{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ef6aae5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "#1、数据加载， pd.read_excel('./18级高一体测成绩汇总.xls')默认加载第一个工作表\n",
    "score_18_f=pd.read_excel('./18级高一体测成绩汇总.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "67f1d039",
   "metadata": {},
   "outputs": [],
   "source": [
    "#2、数据加载， pd.read_excel('./18级高一体测成绩汇总.xls',sheet_name = 1)指定加载第二个工作表\n",
    "score_18_m=pd.read_excel('./18级高一体测成绩汇总.xls',sheet_name = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ce241d9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#3、评分标准加载，pd.read_excel('./体侧成绩评分表.xls',header = [0,1])，header=[0,1]表示多层列索引\n",
    "scoring_criteria=pd.read_excel('./体侧成绩评分表.xls',header = [0,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "995825ea",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      4.22\n",
       "1      4.27\n",
       "2      4.15\n",
       "3      4.35\n",
       "4      3.73\n",
       "5      3.82\n",
       "6      3.90\n",
       "7      4.05\n",
       "8      4.02\n",
       "9      4.20\n",
       "10     4.00\n",
       "11     4.22\n",
       "12     3.75\n",
       "13     3.77\n",
       "14      NaN\n",
       "15     3.95\n",
       "16     4.30\n",
       "17     3.53\n",
       "18     3.93\n",
       "19     3.78\n",
       "20     3.88\n",
       "21     3.95\n",
       "22     3.70\n",
       "23     4.05\n",
       "24     4.23\n",
       "25     4.07\n",
       "26     4.07\n",
       "27     4.03\n",
       "28     3.95\n",
       "29     4.27\n",
       "       ... \n",
       "447    4.25\n",
       "448    4.60\n",
       "449    3.80\n",
       "450    3.97\n",
       "451    4.03\n",
       "452    4.03\n",
       "453    4.63\n",
       "454     NaN\n",
       "455    4.03\n",
       "456    4.43\n",
       "457    4.15\n",
       "458    3.82\n",
       "459    4.60\n",
       "460    4.62\n",
       "461    3.73\n",
       "462    3.92\n",
       "463    3.68\n",
       "464    5.48\n",
       "465    4.18\n",
       "466    4.93\n",
       "467    3.90\n",
       "468     NaN\n",
       "469    4.07\n",
       "470    3.90\n",
       "471    4.97\n",
       "472    4.38\n",
       "473    5.32\n",
       "474    3.42\n",
       "475    4.65\n",
       "476     NaN\n",
       "Name: 男1000米跑, Length: 477, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#4、数据类型转换\n",
    "#男1000米跑，数据类型是str，并且是4’26这种形式，需要变成float类型的值\n",
    "def convert(data):\n",
    "        if type(data)==int:  \n",
    "            if data==0:\n",
    "                return np.nan\n",
    "            else:\n",
    "                return data\n",
    "        elif type(data)==str:\n",
    "            num1,num2=data.split(\"'\")\n",
    "            num1,num2=int(num1),int(num2)\n",
    "            return round(num1+num2/60,2)\n",
    "        raise Except('数据错误：'+str(type(data)))\n",
    "score_18_f['男1000米跑']=score_18_f['男1000米跑'].apply(convert)\n",
    "display(score_18_f['男1000米跑'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "69926fb4",
   "metadata": {
    "code_folding": [],
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     3.50\n",
       "1     3.58\n",
       "2     3.67\n",
       "3     3.78\n",
       "4     3.92\n",
       "5     4.00\n",
       "6     4.08\n",
       "7     4.17\n",
       "8     4.25\n",
       "9     4.33\n",
       "10    4.42\n",
       "11    4.50\n",
       "12    4.58\n",
       "13    4.67\n",
       "14    4.75\n",
       "15    5.08\n",
       "16    5.42\n",
       "17    5.75\n",
       "18    6.08\n",
       "19    6.42\n",
       "Name: (男1000米跑, 成绩), dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#评分标准中男1000米跑和女800米跑的成绩score_18_f['男1000米跑']都是4'10''这种形式，需要转化为float类型值\n",
    "scoring_criteria.iloc[:,-4]=scoring_criteria.iloc[:,-4].apply(lambda data:convert(data[0:-1]))\n",
    "scoring_criteria.iloc[:,-2]=scoring_criteria.iloc[:,-2].apply(lambda data:convert(data[0:-1]))\n",
    "display(scoring_criteria.iloc[:,-4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f753e32f",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>女50米跑</th>\n",
       "      <th>女跳远</th>\n",
       "      <th>女体前屈</th>\n",
       "      <th>女仰卧</th>\n",
       "      <th>女肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.32</td>\n",
       "      <td>185.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>3775.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>51.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.44</td>\n",
       "      <td>148.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3683.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>66.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.40</td>\n",
       "      <td>150.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3331.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.52</td>\n",
       "      <td>172.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3701.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>50.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.79</td>\n",
       "      <td>145.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3592.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>63.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10.01</td>\n",
       "      <td>158.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3483.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10.42</td>\n",
       "      <td>150.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3754.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10.03</td>\n",
       "      <td>165.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4520.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>48.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10.59</td>\n",
       "      <td>159.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3662.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.30</td>\n",
       "      <td>161.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3955.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>62.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>9.37</td>\n",
       "      <td>162.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4374.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10.68</td>\n",
       "      <td>150.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4488.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>53.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9.74</td>\n",
       "      <td>168.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4176.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>49.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10.83</td>\n",
       "      <td>140.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>3497.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10.25</td>\n",
       "      <td>167.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>4094.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>56.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10.25</td>\n",
       "      <td>152.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3403.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>50.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9.85</td>\n",
       "      <td>160.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4433.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>77.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>9.41</td>\n",
       "      <td>182.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4520.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>61.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>9.44</td>\n",
       "      <td>176.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4209.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>57.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>9.07</td>\n",
       "      <td>185.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2887.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>10.00</td>\n",
       "      <td>160.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3016.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>55.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10.00</td>\n",
       "      <td>172.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3949.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>57.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>9.74</td>\n",
       "      <td>155.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3574.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>52.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>9.74</td>\n",
       "      <td>180.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3285.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>51.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>10.80</td>\n",
       "      <td>151.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3503.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>50.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>9.95</td>\n",
       "      <td>168.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>4586.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>53.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9.68</td>\n",
       "      <td>186.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3942.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>51.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>8.77</td>\n",
       "      <td>185.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3171.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>46.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10.10</td>\n",
       "      <td>150.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2673.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>9.90</td>\n",
       "      <td>151.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3410.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>65.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>10.09</td>\n",
       "      <td>162.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2802.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>9.35</td>\n",
       "      <td>182.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2390.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>9.97</td>\n",
       "      <td>156.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2668.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>51.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>9.97</td>\n",
       "      <td>160.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3437.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>11.77</td>\n",
       "      <td>130.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3447.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>9.44</td>\n",
       "      <td>180.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>43.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>9.21</td>\n",
       "      <td>176.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2091.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>10.53</td>\n",
       "      <td>162.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>1918.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>45.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>10.08</td>\n",
       "      <td>179.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>11.14</td>\n",
       "      <td>140.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2453.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>52.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>9.83</td>\n",
       "      <td>168.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3571.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>59.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>10.00</td>\n",
       "      <td>150.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2489.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>65.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>10.00</td>\n",
       "      <td>170.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>52.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>10.13</td>\n",
       "      <td>162.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2625.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>61.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>10.20</td>\n",
       "      <td>160.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>2654.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>46.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>10.15</td>\n",
       "      <td>162.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2839.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>59.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>10.46</td>\n",
       "      <td>160.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1924.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>51.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>9.82</td>\n",
       "      <td>165.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2741.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>58.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>9.28</td>\n",
       "      <td>167.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>11.03</td>\n",
       "      <td>162.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>42.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>9.16</td>\n",
       "      <td>182.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1881.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>56.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>9.22</td>\n",
       "      <td>175.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2167.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>50.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>11.15</td>\n",
       "      <td>149.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2498.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>9.60</td>\n",
       "      <td>170.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2824.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>59.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>9.60</td>\n",
       "      <td>150.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2255.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>10.18</td>\n",
       "      <td>150.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2937.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>55.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>10.18</td>\n",
       "      <td>152.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2592.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>48.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>9.67</td>\n",
       "      <td>165.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1829.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>43.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>9.09</td>\n",
       "      <td>180.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2962.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>55.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>593 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     女50米跑    女跳远  女体前屈   女仰卧    女肺活量     身高    体重\n",
       "0     9.32  185.0  16.0  48.0  3775.0  163.0  51.3\n",
       "1    11.44  148.0   9.0  29.0  3683.0  163.0  66.6\n",
       "2    13.40  150.0   7.0  40.0  3331.0  157.0  60.0\n",
       "3     9.52  172.0  21.0  46.0  3701.0  160.0  50.7\n",
       "4     9.79  145.0   8.0  34.0  3592.0  167.0  63.9\n",
       "5    10.01  158.0  17.0  35.0  3483.0  170.0  47.0\n",
       "6    10.42  150.0  18.0  32.0  3754.0  158.0  54.0\n",
       "7    10.03  165.0  16.0  35.0  4520.0  160.0  48.5\n",
       "8    10.59  159.0   8.0  46.0  3662.0  160.0  42.0\n",
       "9    10.30  161.0  22.0  42.0  3955.0  171.0  62.2\n",
       "10    9.37  162.0  15.0  43.0  4374.0  157.0  56.0\n",
       "11   10.68  150.0  15.0  45.0  4488.0  175.0  53.2\n",
       "12    9.74  168.0  21.0  35.0  4176.0  164.0  49.5\n",
       "13   10.83  140.0   6.0  41.0  3497.0  159.0  52.0\n",
       "14   10.25  167.0  19.0  31.0  4094.0  165.0  56.7\n",
       "15   10.25  152.0  21.0  43.0  3403.0  156.0  50.9\n",
       "16    9.85  160.0  14.0  29.0  4433.0  172.0  77.6\n",
       "17    9.41  182.0  24.0  30.0  4520.0  167.0  61.6\n",
       "18    9.44  176.0  17.0  43.0  4209.0  157.0  57.1\n",
       "19    9.07  185.0  22.0  33.0  2887.0  167.0  52.0\n",
       "20   10.00  160.0  18.0  30.0  3016.0  157.0  55.7\n",
       "21   10.00  172.0   8.0  42.0  3949.0  172.0  57.8\n",
       "22    9.74  155.0  10.0  35.0  3574.0  155.0  52.2\n",
       "23    9.74  180.0  19.0  33.0  3285.0  161.0  51.3\n",
       "24   10.80  151.0  11.0  40.0  3503.0  162.0  50.6\n",
       "25    9.95  168.0  15.0  41.0  4586.0  166.0  53.3\n",
       "26    9.68  186.0  21.0  40.0  3942.0  161.0  51.3\n",
       "27    8.77  185.0  19.0  40.0  3171.0  160.0  46.7\n",
       "28   10.10  150.0  30.0  28.0  2673.0  169.0  61.0\n",
       "29    9.90  151.0  20.0  32.0  3410.0  165.0  65.6\n",
       "..     ...    ...   ...   ...     ...    ...   ...\n",
       "563  10.09  162.0  15.0  48.0  2802.0  161.0  54.0\n",
       "564   9.35  182.0  15.0  40.0  2390.0  165.0  53.0\n",
       "565   9.97  156.0  12.0  40.0  2668.0  167.0  51.1\n",
       "566   9.97  160.0  15.0  35.0  3437.0  159.0  58.0\n",
       "567  11.77  130.0  12.0  33.0  3447.0  163.0  76.0\n",
       "568   0.00    0.0   0.0   0.0     0.0    0.0   0.0\n",
       "569   9.44  180.0  13.0  58.0  1923.0  165.0  43.8\n",
       "570   9.21  176.0  13.0  41.0  2091.0  158.0  52.5\n",
       "571  10.53  162.0  16.0  48.0  1918.0  155.0  45.7\n",
       "572  10.08  179.0  14.0  48.0  2300.0  154.0  45.0\n",
       "573  11.14  140.0  14.0  39.0  2453.0  162.0  52.1\n",
       "574   9.83  168.0  22.0  32.0  3571.0  165.0  59.3\n",
       "575  10.00  150.0  15.0  38.0  2489.0  161.0  65.3\n",
       "576  10.00  170.0  26.0  38.0  2528.0  161.0  52.2\n",
       "577  10.13  162.0  16.0  43.0  2625.0  156.0  61.4\n",
       "578  10.20  160.0  18.0  47.0  2654.0  149.0  46.2\n",
       "579  10.15  162.0   5.0  40.0  2839.0  161.0  59.0\n",
       "580  10.46  160.0  13.0  40.0  1924.0  156.0  51.1\n",
       "581   9.82  165.0  13.0  38.0  2741.0  167.0  58.2\n",
       "582   9.28  167.0  11.0  47.0  1838.0  172.0  51.7\n",
       "583  11.03  162.0  11.0  37.0  2008.0  160.0  42.2\n",
       "584   9.16  182.0  23.0  41.0  1881.0  160.0  56.8\n",
       "585   9.22  175.0  11.0  46.0  2167.0  158.0  50.5\n",
       "586  11.15  149.0  28.0  50.0  2498.0  158.0  48.0\n",
       "587   9.60  170.0   6.0  41.0  2824.0  163.0  59.5\n",
       "588   9.60  150.0  24.0  41.0  2255.0  158.0  49.0\n",
       "589  10.18  150.0  13.0  36.0  2937.0  161.0  55.7\n",
       "590  10.18  152.0  15.0  35.0  2592.0  165.0  48.6\n",
       "591   9.67  165.0  10.0  41.0  1829.0  154.0  43.6\n",
       "592   9.09  180.0  10.0  46.0  2962.0  162.0  55.3\n",
       "\n",
       "[593 rows x 7 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#其他所有数值类型的值，都要转换为float类型的值\n",
    "score_18_f.iloc[:,3:10].astype('float')#iloc 基于索引位来选取数据集\n",
    "score_18_m.iloc[:,3:10].astype('float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "22d5a8b2",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\苗\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in greater\n",
      "  \n",
      "c:\\users\\苗\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\ipykernel_launcher.py:9: RuntimeWarning: invalid value encountered in less\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
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       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
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       "      <td>54.7</td>\n",
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       "      <td>男</td>\n",
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       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
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       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩  \n",
       "0    73.991952  \n",
       "1    72.542799  \n",
       "2    76.020767  \n",
       "3    70.224155  \n",
       "4    88.193652  \n",
       "5    85.585177  \n",
       "6    83.266532  \n",
       "7    78.919073  \n",
       "8    79.788565  \n",
       "9    74.571614  \n",
       "10   80.368226  \n",
       "11   73.991952  \n",
       "12   87.613991  \n",
       "13   87.034330  \n",
       "14         NaN  \n",
       "15   81.817379  \n",
       "16   71.673308  \n",
       "17   93.990265  \n",
       "18   82.397040  \n",
       "19   86.744499  \n",
       "20   83.846193  \n",
       "21   81.817379  \n",
       "22   89.063144  \n",
       "23   78.919073  \n",
       "24   73.702122  \n",
       "25   78.339412  \n",
       "26   78.339412  \n",
       "27   79.498734  \n",
       "28   81.817379  \n",
       "29   72.542799  \n",
       "..         ...  \n",
       "447  73.122461  \n",
       "448  62.978389  \n",
       "449  86.164838  \n",
       "450  81.237718  \n",
       "451  79.498734  \n",
       "452  79.498734  \n",
       "453  62.108897  \n",
       "454        NaN  \n",
       "455  79.498734  \n",
       "456  67.905510  \n",
       "457  76.020767  \n",
       "458  85.585177  \n",
       "459  62.978389  \n",
       "460  62.398728  \n",
       "461  88.193652  \n",
       "462  82.686871  \n",
       "463  89.642805  \n",
       "464  37.473296  \n",
       "465  75.151275  \n",
       "466  53.413979  \n",
       "467  83.266532  \n",
       "468        NaN  \n",
       "469  78.339412  \n",
       "470  83.266532  \n",
       "471  52.254657  \n",
       "472  69.354663  \n",
       "473  42.110585  \n",
       "474  97.178401  \n",
       "475  61.529236  \n",
       "476        NaN  \n",
       "\n",
       "[477 rows x 12 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#5、对体测成绩进行分数转换，跑步类（越小越好）；跳远、体前屈（越大越好）使用map、apply、transform方法 列索引重排0000\n",
    "#男1000米跑成绩\n",
    "x_1000=scoring_criteria.iloc[:,-4]\n",
    "score_1000=scoring_criteria.iloc[:,-3] \n",
    "fit_1000=np.polyfit(x_1000,score_1000,1)\n",
    "result_1000=score_18_f['男1000米跑']\n",
    "fit_y_1000 = np.polyval(fit_1000,result_1000)\n",
    "fit_y_1000 =np.where(fit_y_1000>100,100,fit_y_1000)\n",
    "fit_y_1000 =np.where(fit_y_1000<0,0,fit_y_1000)\n",
    "score_18_f['男1000米跑成绩']=fit_y_1000\n",
    "score_18_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ea5ba61",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>男1000米跑成绩</th>\n",
       "      <th>男50米跑成绩</th>\n",
       "      <th>男跳远成绩</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2785</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>59.767591</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3133</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>84.046908</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>3901</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.615139</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4946</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0</td>\n",
       "      <td>70.224155</td>\n",
       "      <td>76.845416</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>3538</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>87.750533</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>3970</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>79.108742</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>76.639659</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "      <td>90.631130</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "      <td>81.577825</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>86.104478</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "      <td>74.993603</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "      <td>94.334755</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "      <td>93.717484</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>84.458422</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "      <td>71.701493</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>73.964819</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "      <td>70.466951</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>93.923241</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "      <td>76.022388</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>70.261194</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.409382</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>82.606610</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "      <td>78.285714</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "      <td>86.721748</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "      <td>56.886994</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "      <td>89.808102</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>78.697228</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>77.462687</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "      <td>62.236674</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "      <td>45.981876</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "      <td>88.162047</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "      <td>81.783582</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩     男50米跑成绩  男跳远成绩  \n",
       "0    73.991952   59.767591  100.0  \n",
       "1    72.542799   84.046908  100.0  \n",
       "2    76.020767   68.615139  100.0  \n",
       "3    70.224155   76.845416  100.0  \n",
       "4    88.193652   87.750533  100.0  \n",
       "5    85.585177   79.108742  100.0  \n",
       "6    83.266532   83.018124  100.0  \n",
       "7    78.919073   76.639659  100.0  \n",
       "8    79.788565   83.018124  100.0  \n",
       "9    74.571614   90.631130  100.0  \n",
       "10   80.368226   81.577825  100.0  \n",
       "11   73.991952   90.836887  100.0  \n",
       "12   87.613991   84.869936  100.0  \n",
       "13   87.034330   84.869936  100.0  \n",
       "14         NaN  100.000000  100.0  \n",
       "15   81.817379   86.104478  100.0  \n",
       "16   71.673308   74.993603  100.0  \n",
       "17   93.990265   94.334755  100.0  \n",
       "18   82.397040   74.787846  100.0  \n",
       "19   86.744499   74.787846  100.0  \n",
       "20   83.846193   80.960554  100.0  \n",
       "21   81.817379   80.960554  100.0  \n",
       "22   89.063144   93.717484  100.0  \n",
       "23   78.919073   84.458422  100.0  \n",
       "24   73.702122   71.701493  100.0  \n",
       "25   78.339412   74.787846  100.0  \n",
       "26   78.339412   87.133262  100.0  \n",
       "27   79.498734   87.133262  100.0  \n",
       "28   81.817379   80.137527  100.0  \n",
       "29   72.542799   73.964819  100.0  \n",
       "..         ...         ...    ...  \n",
       "447  73.122461   70.466951  100.0  \n",
       "448  62.978389   93.923241  100.0  \n",
       "449  86.164838   90.836887  100.0  \n",
       "450  81.237718   90.836887  100.0  \n",
       "451  79.498734   77.874200  100.0  \n",
       "452  79.498734   77.874200  100.0  \n",
       "453  62.108897   76.022388  100.0  \n",
       "454        NaN  100.000000  100.0  \n",
       "455  79.498734   70.261194  100.0  \n",
       "456  67.905510   80.137527  100.0  \n",
       "457  76.020767   68.409382  100.0  \n",
       "458  85.585177   84.869936  100.0  \n",
       "459  62.978389   82.606610  100.0  \n",
       "460  62.398728   72.318763  100.0  \n",
       "461  88.193652   72.318763  100.0  \n",
       "462  82.686871   78.285714  100.0  \n",
       "463  89.642805   86.721748  100.0  \n",
       "464  37.473296   56.886994  100.0  \n",
       "465  75.151275   87.956290  100.0  \n",
       "466  53.413979   89.808102  100.0  \n",
       "467  83.266532   78.697228  100.0  \n",
       "468        NaN  100.000000  100.0  \n",
       "469  78.339412   77.462687  100.0  \n",
       "470  83.266532   87.956290  100.0  \n",
       "471  52.254657   62.236674  100.0  \n",
       "472  69.354663   72.318763  100.0  \n",
       "473  42.110585   45.981876  100.0  \n",
       "474  97.178401   88.162047  100.0  \n",
       "475  61.529236   81.783582  100.0  \n",
       "476        NaN  100.000000  100.0  \n",
       "\n",
       "[477 rows x 14 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 男50米跑\n",
    "x_50=scoring_criteria.iloc[:,4]\n",
    "score_50=scoring_criteria.iloc[:,5] \n",
    "fit_50=np.polyfit(x_50,score_50,1)\n",
    "result_50=score_18_f['男50米跑']\n",
    "fit_y_50 = np.polyval(fit_50,result_50)\n",
    "fit_y_50 =np.where(fit_y_50>100,100,fit_y_50)\n",
    "fit_y_50 =np.where(fit_y_50<0,0,fit_y_50)\n",
    "score_18_f['男50米跑成绩']=fit_y_50\n",
    "score_18_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1ee8637c",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>男1000米跑成绩</th>\n",
       "      <th>男50米跑成绩</th>\n",
       "      <th>男跳远成绩</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2785</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>59.767591</td>\n",
       "      <td>48.608343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3133</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>84.046908</td>\n",
       "      <td>74.171330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>3901</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.615139</td>\n",
       "      <td>68.206633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4946</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0</td>\n",
       "      <td>70.224155</td>\n",
       "      <td>76.845416</td>\n",
       "      <td>57.981438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>3538</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>87.750533</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>3970</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>79.108742</td>\n",
       "      <td>44.347845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>40.939447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>76.639659</td>\n",
       "      <td>48.608343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>69.910832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "      <td>90.631130</td>\n",
       "      <td>91.213322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "      <td>81.577825</td>\n",
       "      <td>69.058733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>76.727629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>54.573040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>91.213322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>86.104478</td>\n",
       "      <td>46.052044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "      <td>74.993603</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "      <td>94.334755</td>\n",
       "      <td>99.734317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>58.833538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>54.573040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>69.910832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "      <td>93.717484</td>\n",
       "      <td>63.094036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>84.458422</td>\n",
       "      <td>68.206633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "      <td>71.701493</td>\n",
       "      <td>57.981438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>57.129339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>44.347845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>86.952824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>69.910832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>73.964819</td>\n",
       "      <td>63.094036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "      <td>70.466951</td>\n",
       "      <td>67.354534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>93.923241</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>74.171330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>83.544425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>49.460443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "      <td>76.022388</td>\n",
       "      <td>72.467131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>70.261194</td>\n",
       "      <td>59.685637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>80.136027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.409382</td>\n",
       "      <td>57.129339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>80.136027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>82.606610</td>\n",
       "      <td>83.544425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>67.354534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "      <td>78.285714</td>\n",
       "      <td>63.094036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "      <td>86.721748</td>\n",
       "      <td>74.171330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "      <td>56.886994</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "      <td>89.808102</td>\n",
       "      <td>97.178019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>78.697228</td>\n",
       "      <td>77.579728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>77.462687</td>\n",
       "      <td>35.826849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "      <td>62.236674</td>\n",
       "      <td>52.868841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "      <td>45.981876</td>\n",
       "      <td>61.389837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "      <td>88.162047</td>\n",
       "      <td>97.178019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "      <td>81.783582</td>\n",
       "      <td>59.685637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩     男50米跑成绩       男跳远成绩  \n",
       "0    73.991952   59.767591   48.608343  \n",
       "1    72.542799   84.046908   74.171330  \n",
       "2    76.020767   68.615139   68.206633  \n",
       "3    70.224155   76.845416   57.981438  \n",
       "4    88.193652   87.750533   61.389837  \n",
       "5    85.585177   79.108742   44.347845  \n",
       "6    83.266532   83.018124   40.939447  \n",
       "7    78.919073   76.639659   48.608343  \n",
       "8    79.788565   83.018124   69.910832  \n",
       "9    74.571614   90.631130   91.213322  \n",
       "10   80.368226   81.577825   69.058733  \n",
       "11   73.991952   90.836887   76.727629  \n",
       "12   87.613991   84.869936   54.573040  \n",
       "13   87.034330   84.869936   91.213322  \n",
       "14         NaN  100.000000    0.000000  \n",
       "15   81.817379   86.104478   46.052044  \n",
       "16   71.673308   74.993603   61.389837  \n",
       "17   93.990265   94.334755   99.734317  \n",
       "18   82.397040   74.787846   58.833538  \n",
       "19   86.744499   74.787846   54.573040  \n",
       "20   83.846193   80.960554   61.389837  \n",
       "21   81.817379   80.960554   69.910832  \n",
       "22   89.063144   93.717484   63.094036  \n",
       "23   78.919073   84.458422   68.206633  \n",
       "24   73.702122   71.701493   57.981438  \n",
       "25   78.339412   74.787846   57.129339  \n",
       "26   78.339412   87.133262   44.347845  \n",
       "27   79.498734   87.133262   86.952824  \n",
       "28   81.817379   80.137527   69.910832  \n",
       "29   72.542799   73.964819   63.094036  \n",
       "..         ...         ...         ...  \n",
       "447  73.122461   70.466951   67.354534  \n",
       "448  62.978389   93.923241  100.000000  \n",
       "449  86.164838   90.836887   74.171330  \n",
       "450  81.237718   90.836887   83.544425  \n",
       "451  79.498734   77.874200   61.389837  \n",
       "452  79.498734   77.874200   49.460443  \n",
       "453  62.108897   76.022388   72.467131  \n",
       "454        NaN  100.000000    0.000000  \n",
       "455  79.498734   70.261194   59.685637  \n",
       "456  67.905510   80.137527   80.136027  \n",
       "457  76.020767   68.409382   57.129339  \n",
       "458  85.585177   84.869936   80.136027  \n",
       "459  62.978389   82.606610   83.544425  \n",
       "460  62.398728   72.318763   59.685637  \n",
       "461  88.193652   72.318763   67.354534  \n",
       "462  82.686871   78.285714   63.094036  \n",
       "463  89.642805   86.721748   74.171330  \n",
       "464  37.473296   56.886994   61.389837  \n",
       "465  75.151275   87.956290   85.248625  \n",
       "466  53.413979   89.808102   97.178019  \n",
       "467  83.266532   78.697228   77.579728  \n",
       "468        NaN  100.000000    0.000000  \n",
       "469  78.339412   77.462687   35.826849  \n",
       "470  83.266532   87.956290   85.248625  \n",
       "471  52.254657   62.236674   52.868841  \n",
       "472  69.354663   72.318763   59.685637  \n",
       "473  42.110585   45.981876   61.389837  \n",
       "474  97.178401   88.162047   97.178019  \n",
       "475  61.529236   81.783582   59.685637  \n",
       "476        NaN  100.000000    0.000000  \n",
       "\n",
       "[477 rows x 14 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 男跳远\n",
    "x_jump=scoring_criteria.iloc[:,12]\n",
    "score_jump=scoring_criteria.iloc[:,13] \n",
    "score_jump\n",
    "fit_jump=np.polyfit(x_jump,score_jump,1)\n",
    "result_jump=score_18_f['男跳远']\n",
    "fit_y_jump = np.polyval(fit_jump,result_jump)\n",
    "fit_y_jump =np.where(fit_y_jump>100,100,fit_y_jump)\n",
    "fit_y_jump =np.where(fit_y_jump<0,0,fit_y_jump)\n",
    "score_18_f['男跳远成绩']=fit_y_jump\n",
    "score_18_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "48c649a9",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>男1000米跑成绩</th>\n",
       "      <th>男50米跑成绩</th>\n",
       "      <th>男跳远成绩</th>\n",
       "      <th>男体前屈成绩</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2785</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>59.767591</td>\n",
       "      <td>48.608343</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3133</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>84.046908</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>72.398063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>3901</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.615139</td>\n",
       "      <td>68.206633</td>\n",
       "      <td>80.256832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4946</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0</td>\n",
       "      <td>70.224155</td>\n",
       "      <td>76.845416</td>\n",
       "      <td>57.981438</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>3538</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>87.750533</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>3970</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>79.108742</td>\n",
       "      <td>44.347845</td>\n",
       "      <td>95.974370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>40.939447</td>\n",
       "      <td>72.398063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>76.639659</td>\n",
       "      <td>48.608343</td>\n",
       "      <td>51.441345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "      <td>90.631130</td>\n",
       "      <td>91.213322</td>\n",
       "      <td>88.115601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "      <td>81.577825</td>\n",
       "      <td>69.058733</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>76.727629</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>54.573040</td>\n",
       "      <td>61.919704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>91.213322</td>\n",
       "      <td>51.441345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>86.104478</td>\n",
       "      <td>46.052044</td>\n",
       "      <td>61.919704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "      <td>74.993603</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>64.539294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "      <td>94.334755</td>\n",
       "      <td>99.734317</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>58.833538</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>54.573040</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>51.441345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "      <td>93.717484</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>84.458422</td>\n",
       "      <td>68.206633</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "      <td>71.701493</td>\n",
       "      <td>57.981438</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>57.129339</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>44.347845</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>86.952824</td>\n",
       "      <td>56.680525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>73.964819</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "      <td>70.466951</td>\n",
       "      <td>67.354534</td>\n",
       "      <td>95.974370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>93.923241</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>59.300114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>88.115601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>83.544425</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>90.735191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>49.460443</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "      <td>76.022388</td>\n",
       "      <td>72.467131</td>\n",
       "      <td>98.593960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>70.261194</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>98.593960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>80.136027</td>\n",
       "      <td>98.593960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.409382</td>\n",
       "      <td>57.129339</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>80.136027</td>\n",
       "      <td>72.398063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>82.606610</td>\n",
       "      <td>83.544425</td>\n",
       "      <td>72.398063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>88.115601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>67.354534</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "      <td>78.285714</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>95.974370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "      <td>86.721748</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "      <td>56.886994</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "      <td>98.593960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "      <td>89.808102</td>\n",
       "      <td>97.178019</td>\n",
       "      <td>67.158884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>78.697228</td>\n",
       "      <td>77.579728</td>\n",
       "      <td>80.256832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>77.462687</td>\n",
       "      <td>35.826849</td>\n",
       "      <td>64.539294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "      <td>62.236674</td>\n",
       "      <td>52.868841</td>\n",
       "      <td>75.017653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>69.778473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "      <td>45.981876</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>82.876422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "      <td>88.162047</td>\n",
       "      <td>97.178019</td>\n",
       "      <td>77.637242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "      <td>81.783582</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>80.256832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩     男50米跑成绩       男跳远成绩      男体前屈成绩  \n",
       "0    73.991952   59.767591   48.608343   75.017653  \n",
       "1    72.542799   84.046908   74.171330   72.398063  \n",
       "2    76.020767   68.615139   68.206633   80.256832  \n",
       "3    70.224155   76.845416   57.981438   77.637242  \n",
       "4    88.193652   87.750533   61.389837   77.637242  \n",
       "5    85.585177   79.108742   44.347845   95.974370  \n",
       "6    83.266532   83.018124   40.939447   72.398063  \n",
       "7    78.919073   76.639659   48.608343   51.441345  \n",
       "8    79.788565   83.018124   69.910832   82.876422  \n",
       "9    74.571614   90.631130   91.213322   88.115601  \n",
       "10   80.368226   81.577825   69.058733   77.637242  \n",
       "11   73.991952   90.836887   76.727629   67.158884  \n",
       "12   87.613991   84.869936   54.573040   61.919704  \n",
       "13   87.034330   84.869936   91.213322   51.441345  \n",
       "14         NaN  100.000000    0.000000   43.582576  \n",
       "15   81.817379   86.104478   46.052044   61.919704  \n",
       "16   71.673308   74.993603   61.389837   64.539294  \n",
       "17   93.990265   94.334755   99.734317  100.000000  \n",
       "18   82.397040   74.787846   58.833538   77.637242  \n",
       "19   86.744499   74.787846   54.573040   77.637242  \n",
       "20   83.846193   80.960554   61.389837   51.441345  \n",
       "21   81.817379   80.960554   69.910832   67.158884  \n",
       "22   89.063144   93.717484   63.094036   75.017653  \n",
       "23   78.919073   84.458422   68.206633   82.876422  \n",
       "24   73.702122   71.701493   57.981438   82.876422  \n",
       "25   78.339412   74.787846   57.129339   67.158884  \n",
       "26   78.339412   87.133262   44.347845   75.017653  \n",
       "27   79.498734   87.133262   86.952824   56.680525  \n",
       "28   81.817379   80.137527   69.910832   67.158884  \n",
       "29   72.542799   73.964819   63.094036  100.000000  \n",
       "..         ...         ...         ...         ...  \n",
       "447  73.122461   70.466951   67.354534   95.974370  \n",
       "448  62.978389   93.923241  100.000000   59.300114  \n",
       "449  86.164838   90.836887   74.171330   88.115601  \n",
       "450  81.237718   90.836887   83.544425   75.017653  \n",
       "451  79.498734   77.874200   61.389837   90.735191  \n",
       "452  79.498734   77.874200   49.460443   75.017653  \n",
       "453  62.108897   76.022388   72.467131   98.593960  \n",
       "454        NaN  100.000000    0.000000   43.582576  \n",
       "455  79.498734   70.261194   59.685637   98.593960  \n",
       "456  67.905510   80.137527   80.136027   98.593960  \n",
       "457  76.020767   68.409382   57.129339   82.876422  \n",
       "458  85.585177   84.869936   80.136027   72.398063  \n",
       "459  62.978389   82.606610   83.544425   72.398063  \n",
       "460  62.398728   72.318763   59.685637   88.115601  \n",
       "461  88.193652   72.318763   67.354534   82.876422  \n",
       "462  82.686871   78.285714   63.094036   95.974370  \n",
       "463  89.642805   86.721748   74.171330   67.158884  \n",
       "464  37.473296   56.886994   61.389837   75.017653  \n",
       "465  75.151275   87.956290   85.248625   98.593960  \n",
       "466  53.413979   89.808102   97.178019   67.158884  \n",
       "467  83.266532   78.697228   77.579728   80.256832  \n",
       "468        NaN  100.000000    0.000000   43.582576  \n",
       "469  78.339412   77.462687   35.826849   64.539294  \n",
       "470  83.266532   87.956290   85.248625   77.637242  \n",
       "471  52.254657   62.236674   52.868841   75.017653  \n",
       "472  69.354663   72.318763   59.685637   69.778473  \n",
       "473  42.110585   45.981876   61.389837   82.876422  \n",
       "474  97.178401   88.162047   97.178019   77.637242  \n",
       "475  61.529236   81.783582   59.685637   80.256832  \n",
       "476        NaN  100.000000    0.000000   43.582576  \n",
       "\n",
       "[477 rows x 15 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 男体前屈\n",
    "x_flexion=scoring_criteria.iloc[:,8]\n",
    "score_flexion=scoring_criteria.iloc[:,9] \n",
    "fit_flexion=np.polyfit(x_flexion,score_flexion,1)\n",
    "result_flexion=score_18_f['男体前屈']\n",
    "fit_y_flexion = np.polyval(fit_flexion,result_flexion)\n",
    "fit_y_flexion =np.where(fit_y_flexion>100,100,fit_y_flexion)\n",
    "fit_y_flexion =np.where(fit_y_flexion<0,0,fit_y_flexion)\n",
    "score_18_f['男体前屈成绩']=fit_y_flexion\n",
    "score_18_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "06309c46",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>男1000米跑成绩</th>\n",
       "      <th>男50米跑成绩</th>\n",
       "      <th>男跳远成绩</th>\n",
       "      <th>男体前屈成绩</th>\n",
       "      <th>男引体成绩</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2785</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>59.767591</td>\n",
       "      <td>48.608343</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3133</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>84.046908</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>72.398063</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>3901</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.615139</td>\n",
       "      <td>68.206633</td>\n",
       "      <td>80.256832</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4946</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0</td>\n",
       "      <td>70.224155</td>\n",
       "      <td>76.845416</td>\n",
       "      <td>57.981438</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>3538</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>87.750533</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>70.059957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>3970</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>79.108742</td>\n",
       "      <td>44.347845</td>\n",
       "      <td>95.974370</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>40.939447</td>\n",
       "      <td>72.398063</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>76.639659</td>\n",
       "      <td>48.608343</td>\n",
       "      <td>51.441345</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "      <td>83.018124</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>72.531049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "      <td>90.631130</td>\n",
       "      <td>91.213322</td>\n",
       "      <td>88.115601</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "      <td>81.577825</td>\n",
       "      <td>69.058733</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>76.727629</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>84.886510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>54.573040</td>\n",
       "      <td>61.919704</td>\n",
       "      <td>55.233405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>91.213322</td>\n",
       "      <td>51.441345</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>86.104478</td>\n",
       "      <td>46.052044</td>\n",
       "      <td>61.919704</td>\n",
       "      <td>60.175589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "      <td>74.993603</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>64.539294</td>\n",
       "      <td>57.704497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "      <td>94.334755</td>\n",
       "      <td>99.734317</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>77.473233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>58.833538</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>77.473233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>54.573040</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>87.357602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>51.441345</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.960554</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>52.762313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "      <td>93.717484</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>84.886510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>84.458422</td>\n",
       "      <td>68.206633</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>55.233405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "      <td>71.701493</td>\n",
       "      <td>57.981438</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>74.787846</td>\n",
       "      <td>57.129339</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>60.175589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>44.347845</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>60.175589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>87.133262</td>\n",
       "      <td>86.952824</td>\n",
       "      <td>56.680525</td>\n",
       "      <td>77.473233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>69.910832</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>73.964819</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "      <td>70.466951</td>\n",
       "      <td>67.354534</td>\n",
       "      <td>95.974370</td>\n",
       "      <td>52.762313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>93.923241</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>59.300114</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>88.115601</td>\n",
       "      <td>77.473233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "      <td>90.836887</td>\n",
       "      <td>83.544425</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>90.735191</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>77.874200</td>\n",
       "      <td>49.460443</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>57.704497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "      <td>76.022388</td>\n",
       "      <td>72.467131</td>\n",
       "      <td>98.593960</td>\n",
       "      <td>67.588865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>70.261194</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>98.593960</td>\n",
       "      <td>67.588865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "      <td>80.137527</td>\n",
       "      <td>80.136027</td>\n",
       "      <td>98.593960</td>\n",
       "      <td>67.588865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>68.409382</td>\n",
       "      <td>57.129339</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>84.869936</td>\n",
       "      <td>80.136027</td>\n",
       "      <td>72.398063</td>\n",
       "      <td>72.531049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>82.606610</td>\n",
       "      <td>83.544425</td>\n",
       "      <td>72.398063</td>\n",
       "      <td>97.241970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>88.115601</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>67.354534</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>65.117773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "      <td>78.285714</td>\n",
       "      <td>63.094036</td>\n",
       "      <td>95.974370</td>\n",
       "      <td>72.531049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "      <td>86.721748</td>\n",
       "      <td>74.171330</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>60.175589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "      <td>56.886994</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "      <td>98.593960</td>\n",
       "      <td>82.415418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "      <td>89.808102</td>\n",
       "      <td>97.178019</td>\n",
       "      <td>67.158884</td>\n",
       "      <td>79.944325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>78.697228</td>\n",
       "      <td>77.579728</td>\n",
       "      <td>80.256832</td>\n",
       "      <td>70.059957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>77.462687</td>\n",
       "      <td>35.826849</td>\n",
       "      <td>64.539294</td>\n",
       "      <td>50.291221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>87.956290</td>\n",
       "      <td>85.248625</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "      <td>62.236674</td>\n",
       "      <td>52.868841</td>\n",
       "      <td>75.017653</td>\n",
       "      <td>70.059957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "      <td>72.318763</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>69.778473</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "      <td>45.981876</td>\n",
       "      <td>61.389837</td>\n",
       "      <td>82.876422</td>\n",
       "      <td>62.646681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "      <td>88.162047</td>\n",
       "      <td>97.178019</td>\n",
       "      <td>77.637242</td>\n",
       "      <td>79.944325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "      <td>81.783582</td>\n",
       "      <td>59.685637</td>\n",
       "      <td>80.256832</td>\n",
       "      <td>75.002141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.582576</td>\n",
       "      <td>47.820128</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩     男50米跑成绩       男跳远成绩      男体前屈成绩      男引体成绩  \n",
       "0    73.991952   59.767591   48.608343   75.017653  50.291221  \n",
       "1    72.542799   84.046908   74.171330   72.398063  65.117773  \n",
       "2    76.020767   68.615139   68.206633   80.256832  50.291221  \n",
       "3    70.224155   76.845416   57.981438   77.637242  50.291221  \n",
       "4    88.193652   87.750533   61.389837   77.637242  70.059957  \n",
       "5    85.585177   79.108742   44.347845   95.974370  65.117773  \n",
       "6    83.266532   83.018124   40.939447   72.398063  65.117773  \n",
       "7    78.919073   76.639659   48.608343   51.441345  50.291221  \n",
       "8    79.788565   83.018124   69.910832   82.876422  72.531049  \n",
       "9    74.571614   90.631130   91.213322   88.115601  75.002141  \n",
       "10   80.368226   81.577825   69.058733   77.637242  75.002141  \n",
       "11   73.991952   90.836887   76.727629   67.158884  84.886510  \n",
       "12   87.613991   84.869936   54.573040   61.919704  55.233405  \n",
       "13   87.034330   84.869936   91.213322   51.441345  65.117773  \n",
       "14         NaN  100.000000    0.000000   43.582576  47.820128  \n",
       "15   81.817379   86.104478   46.052044   61.919704  60.175589  \n",
       "16   71.673308   74.993603   61.389837   64.539294  57.704497  \n",
       "17   93.990265   94.334755   99.734317  100.000000  77.473233  \n",
       "18   82.397040   74.787846   58.833538   77.637242  77.473233  \n",
       "19   86.744499   74.787846   54.573040   77.637242  87.357602  \n",
       "20   83.846193   80.960554   61.389837   51.441345  65.117773  \n",
       "21   81.817379   80.960554   69.910832   67.158884  52.762313  \n",
       "22   89.063144   93.717484   63.094036   75.017653  84.886510  \n",
       "23   78.919073   84.458422   68.206633   82.876422  55.233405  \n",
       "24   73.702122   71.701493   57.981438   82.876422  50.291221  \n",
       "25   78.339412   74.787846   57.129339   67.158884  60.175589  \n",
       "26   78.339412   87.133262   44.347845   75.017653  60.175589  \n",
       "27   79.498734   87.133262   86.952824   56.680525  77.473233  \n",
       "28   81.817379   80.137527   69.910832   67.158884  75.002141  \n",
       "29   72.542799   73.964819   63.094036  100.000000  65.117773  \n",
       "..         ...         ...         ...         ...        ...  \n",
       "447  73.122461   70.466951   67.354534   95.974370  52.762313  \n",
       "448  62.978389   93.923241  100.000000   59.300114  75.002141  \n",
       "449  86.164838   90.836887   74.171330   88.115601  77.473233  \n",
       "450  81.237718   90.836887   83.544425   75.017653  75.002141  \n",
       "451  79.498734   77.874200   61.389837   90.735191  65.117773  \n",
       "452  79.498734   77.874200   49.460443   75.017653  57.704497  \n",
       "453  62.108897   76.022388   72.467131   98.593960  67.588865  \n",
       "454        NaN  100.000000    0.000000   43.582576  47.820128  \n",
       "455  79.498734   70.261194   59.685637   98.593960  67.588865  \n",
       "456  67.905510   80.137527   80.136027   98.593960  67.588865  \n",
       "457  76.020767   68.409382   57.129339   82.876422  65.117773  \n",
       "458  85.585177   84.869936   80.136027   72.398063  72.531049  \n",
       "459  62.978389   82.606610   83.544425   72.398063  97.241970  \n",
       "460  62.398728   72.318763   59.685637   88.115601  50.291221  \n",
       "461  88.193652   72.318763   67.354534   82.876422  65.117773  \n",
       "462  82.686871   78.285714   63.094036   95.974370  72.531049  \n",
       "463  89.642805   86.721748   74.171330   67.158884  60.175589  \n",
       "464  37.473296   56.886994   61.389837   75.017653  47.820128  \n",
       "465  75.151275   87.956290   85.248625   98.593960  82.415418  \n",
       "466  53.413979   89.808102   97.178019   67.158884  79.944325  \n",
       "467  83.266532   78.697228   77.579728   80.256832  70.059957  \n",
       "468        NaN  100.000000    0.000000   43.582576  47.820128  \n",
       "469  78.339412   77.462687   35.826849   64.539294  50.291221  \n",
       "470  83.266532   87.956290   85.248625   77.637242  75.002141  \n",
       "471  52.254657   62.236674   52.868841   75.017653  70.059957  \n",
       "472  69.354663   72.318763   59.685637   69.778473  47.820128  \n",
       "473  42.110585   45.981876   61.389837   82.876422  62.646681  \n",
       "474  97.178401   88.162047   97.178019   77.637242  79.944325  \n",
       "475  61.529236   81.783582   59.685637   80.256832  75.002141  \n",
       "476        NaN  100.000000    0.000000   43.582576  47.820128  \n",
       "\n",
       "[477 rows x 16 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 男引体\n",
    "x_chinning=scoring_criteria.iloc[:,16].fillna(0)\n",
    "score_chinning=scoring_criteria.iloc[:,17] \n",
    "fit_chinning=np.polyfit(x_chinning,score_chinning,1)\n",
    "result_chinning=score_18_f['男引体']\n",
    "fit_y_chinning = np.polyval(fit_chinning,result_chinning)\n",
    "fit_y_chinning =np.where(fit_y_chinning>100,100,fit_y_chinning)\n",
    "fit_y_chinning =np.where(fit_y_chinning<0,0,fit_y_chinning)\n",
    "score_18_f['男引体成绩']=fit_y_chinning\n",
    "score_18_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "16f315aa",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>男1000米跑成绩</th>\n",
       "      <th>肺活量成绩</th>\n",
       "      <th>男50米跑成绩</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2785</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>85.629427</td>\n",
       "      <td>12.329102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3133</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>99.503089</td>\n",
       "      <td>12.385304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>3901</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.349582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>4946</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0</td>\n",
       "      <td>70.224155</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.368634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>3538</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.393877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>3970</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.373873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>3710</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.382922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5578</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.368157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>3821</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.788565</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.382922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>4423</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0</td>\n",
       "      <td>74.571614</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.400545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>4031</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0</td>\n",
       "      <td>80.368226</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.379588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>4354</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.991952</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.401021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2238</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0</td>\n",
       "      <td>87.613991</td>\n",
       "      <td>63.822264</td>\n",
       "      <td>12.387209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4811</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0</td>\n",
       "      <td>87.034330</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.387209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.752044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4147</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.390066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>4241</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0</td>\n",
       "      <td>71.673308</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.364347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>5324</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0</td>\n",
       "      <td>93.990265</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.409118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>4363</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.397040</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.363871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>5364</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0</td>\n",
       "      <td>86.744499</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.363871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3445</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0</td>\n",
       "      <td>83.846193</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.378159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>5670</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.378159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>5709</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.063144</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.407689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>4780</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0</td>\n",
       "      <td>78.919073</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.386256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3358</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0</td>\n",
       "      <td>73.702122</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.356726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>3494</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.363871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>3286</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.392448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>4483</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.392448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>4254</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0</td>\n",
       "      <td>81.817379</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.376254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>3498</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>72.542799</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.361966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>5452</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0</td>\n",
       "      <td>73.122461</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.353869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>5555</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.408165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>5519</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0</td>\n",
       "      <td>86.164838</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.401021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>4246</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.237718</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.401021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>4034</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.371015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>5738</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.371015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5168</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.108897</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.366728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.752044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>5677</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0</td>\n",
       "      <td>79.498734</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.353392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>7052</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0</td>\n",
       "      <td>67.905510</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.376254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4208</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76.020767</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.349106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>5897</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0</td>\n",
       "      <td>85.585177</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.387209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>5158</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0</td>\n",
       "      <td>62.978389</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.381970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>6311</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0</td>\n",
       "      <td>62.398728</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.358155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>5075</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0</td>\n",
       "      <td>88.193652</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.358155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>5564</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.686871</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.371968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5599</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0</td>\n",
       "      <td>89.642805</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.391495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6712</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0</td>\n",
       "      <td>37.473296</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.322434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>5590</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0</td>\n",
       "      <td>75.151275</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.394353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>5159</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0</td>\n",
       "      <td>53.413979</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.398640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5254</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.372920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.752044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4592</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0</td>\n",
       "      <td>78.339412</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.370062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>5572</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0</td>\n",
       "      <td>83.266532</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.394353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>4533</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0</td>\n",
       "      <td>52.254657</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.334817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>4647</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0</td>\n",
       "      <td>69.354663</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.358155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>7042</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.110585</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.297191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>5755</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>97.178401</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.394829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>5688</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0</td>\n",
       "      <td>61.529236</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.380064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.752044</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI  \\\n",
       "0     1  男     4.22   8.88  195.0    12    1  2785  170.0  72.6    0   \n",
       "1     1  男     4.27   7.70  225.0    11    7  3133  174.0  52.7    0   \n",
       "2     1  男     4.15   8.45  218.0    14    1  3901  169.0  46.5    0   \n",
       "3     1  男     4.35   8.05  206.0    13    1  4946  183.0  79.7    0   \n",
       "4     1  男     3.73   7.52  210.0    13    9  3538  171.0  54.7    0   \n",
       "5     1  男     3.82   7.94  190.0    20    7  3970  175.0  66.4    0   \n",
       "6     1  男     3.90   7.75  186.0    11    7  3710  173.0  53.9    0   \n",
       "7     1  男     4.05   8.06  195.0     3    1  5578  178.0  83.1    0   \n",
       "8     1  男     4.02   7.75  220.0    15   10  3821  175.0  66.5    0   \n",
       "9     1  男     4.20   7.38  245.0    17   11  4423  167.0  53.9    0   \n",
       "10    1  男     4.00   7.82  219.0    13   11  4031  173.0  57.4    0   \n",
       "11    1  男     4.22   7.37  228.0     9   15  4354  163.0  54.6    0   \n",
       "12    1  男     3.75   7.66  202.0     7    3  2238  179.0  61.1    0   \n",
       "13    1  男     3.77   7.66  245.0     3    7  4811  177.0  63.9    0   \n",
       "14    1  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "15    1  男     3.95   7.60  192.0     7    5  4147  174.0  59.2    0   \n",
       "16    1  男     4.30   8.14  210.0     8    4  4241  179.0  61.9    0   \n",
       "17    1  男     3.53   7.20  255.0    22   12  5324  183.0  63.4    0   \n",
       "18    1  男     3.93   8.15  207.0    13   12  4363  173.0  60.5    0   \n",
       "19    1  男     3.78   8.15  202.0    13   16  5364  174.0  56.0    0   \n",
       "20    1  男     3.88   7.85  210.0     3    7  3445  177.0  56.9    0   \n",
       "21    1  男     3.95   7.85  220.0     9    2  5670  177.0  55.5    0   \n",
       "22    1  男     3.70   7.23  212.0    12   15  5709  185.0  72.3    0   \n",
       "23    1  男     4.05   7.68  218.0    15    3  4780  177.0  83.7    0   \n",
       "24    1  男     4.23   8.30  206.0    15    1  3358  173.0  46.6    0   \n",
       "25    1  男     4.07   8.15  205.0     9    5  3494  169.0  48.3    0   \n",
       "26    1  男     4.07   7.55  190.0    12    5  3286  169.0  50.1    0   \n",
       "27    1  男     4.03   7.55  240.0     5   12  4483  171.0  58.4    0   \n",
       "28    1  男     3.95   7.89  220.0     9   11  4254  166.0  54.8    0   \n",
       "29    1  男     4.27   8.19  212.0    27    7  3498  169.0  68.0    0   \n",
       "..   .. ..      ...    ...    ...   ...  ...   ...    ...   ...  ...   \n",
       "447  17  男     4.25   8.36  217.0    20    2  5452  175.0  83.4    0   \n",
       "448  17  男     4.60   7.22  267.0     6   11  5555  179.0  62.2    0   \n",
       "449  17  男     3.80   7.37  225.0    17   12  5519  176.0  62.2    0   \n",
       "450  17  男     3.97   7.37  236.0    12   11  4246  169.0  60.1    0   \n",
       "451  17  男     4.03   8.00  210.0    18    7  4034  167.0  56.8    0   \n",
       "452  17  男     4.03   8.00  196.0    12    4  5738  172.0  66.5    0   \n",
       "453  17  男     4.63   8.09  223.0    21    8  5168  169.0  78.0    0   \n",
       "454  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "455  17  男     4.03   8.37  208.0    21    8  5677  172.0  63.7    0   \n",
       "456  17  男     4.43   7.89  232.0    21    8  7052  180.0  82.9    0   \n",
       "457  17  男     4.15   8.46  205.0    15    7  4208  171.0  61.0    0   \n",
       "458  17  男     3.82   7.66  232.0    11   10  5897  175.0  56.1    0   \n",
       "459  17  男     4.60   7.77  236.0    11   20  5158  176.0  55.2    0   \n",
       "460  17  男     4.62   8.27  208.0    17    1  6311  177.0  95.6    0   \n",
       "461  17  男     3.73   8.27  217.0    15    7  5075  170.0  57.6    0   \n",
       "462  17  男     3.92   7.98  212.0    20   10  5564  168.0  54.5    0   \n",
       "463  17  男     3.68   7.57  225.0     9    5  5599  181.0  74.8    0   \n",
       "464  17  男     5.48   9.02  210.0    12    0  6712  183.0  95.9    0   \n",
       "465  17  男     4.18   7.51  238.0    21   14  5590  179.0  67.7    0   \n",
       "466  17  男     4.93   7.42  252.0     9   13  5159  180.0  70.0    0   \n",
       "467  17  男     3.90   7.96  229.0    14    9  5254  182.0  64.1    0   \n",
       "468  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "469  17  男     4.07   8.02  180.0     8    1  4592  187.0  64.6    0   \n",
       "470  17  男     3.90   7.51  238.0    13   11  5572  176.0  59.5    0   \n",
       "471  17  男     4.97   8.76  200.0    12    9  4533  169.0  51.3    0   \n",
       "472  17  男     4.38   8.27  208.0    10    0  4647  176.0  69.5    0   \n",
       "473  17  男     5.32   9.55  210.0    15    6  7042  177.0  76.0    0   \n",
       "474  17  男     3.42   7.50  252.0    13   13  5755  181.0  65.0    0   \n",
       "475  17  男     4.65   7.81  208.0    14   11  5688  172.0  51.7    0   \n",
       "476  17  男      NaN   0.00    0.0     0    0     0    0.0   0.0    0   \n",
       "\n",
       "     男1000米跑成绩       肺活量成绩    男50米跑成绩  \n",
       "0    73.991952   85.629427  12.329102  \n",
       "1    72.542799   99.503089  12.385304  \n",
       "2    76.020767  100.000000  12.349582  \n",
       "3    70.224155  100.000000  12.368634  \n",
       "4    88.193652  100.000000  12.393877  \n",
       "5    85.585177  100.000000  12.373873  \n",
       "6    83.266532  100.000000  12.382922  \n",
       "7    78.919073  100.000000  12.368157  \n",
       "8    79.788565  100.000000  12.382922  \n",
       "9    74.571614  100.000000  12.400545  \n",
       "10   80.368226  100.000000  12.379588  \n",
       "11   73.991952  100.000000  12.401021  \n",
       "12   87.613991   63.822264  12.387209  \n",
       "13   87.034330  100.000000  12.387209  \n",
       "14         NaN    0.000000  12.752044  \n",
       "15   81.817379  100.000000  12.390066  \n",
       "16   71.673308  100.000000  12.364347  \n",
       "17   93.990265  100.000000  12.409118  \n",
       "18   82.397040  100.000000  12.363871  \n",
       "19   86.744499  100.000000  12.363871  \n",
       "20   83.846193  100.000000  12.378159  \n",
       "21   81.817379  100.000000  12.378159  \n",
       "22   89.063144  100.000000  12.407689  \n",
       "23   78.919073  100.000000  12.386256  \n",
       "24   73.702122  100.000000  12.356726  \n",
       "25   78.339412  100.000000  12.363871  \n",
       "26   78.339412  100.000000  12.392448  \n",
       "27   79.498734  100.000000  12.392448  \n",
       "28   81.817379  100.000000  12.376254  \n",
       "29   72.542799  100.000000  12.361966  \n",
       "..         ...         ...        ...  \n",
       "447  73.122461  100.000000  12.353869  \n",
       "448  62.978389  100.000000  12.408165  \n",
       "449  86.164838  100.000000  12.401021  \n",
       "450  81.237718  100.000000  12.401021  \n",
       "451  79.498734  100.000000  12.371015  \n",
       "452  79.498734  100.000000  12.371015  \n",
       "453  62.108897  100.000000  12.366728  \n",
       "454        NaN    0.000000  12.752044  \n",
       "455  79.498734  100.000000  12.353392  \n",
       "456  67.905510  100.000000  12.376254  \n",
       "457  76.020767  100.000000  12.349106  \n",
       "458  85.585177  100.000000  12.387209  \n",
       "459  62.978389  100.000000  12.381970  \n",
       "460  62.398728  100.000000  12.358155  \n",
       "461  88.193652  100.000000  12.358155  \n",
       "462  82.686871  100.000000  12.371968  \n",
       "463  89.642805  100.000000  12.391495  \n",
       "464  37.473296  100.000000  12.322434  \n",
       "465  75.151275  100.000000  12.394353  \n",
       "466  53.413979  100.000000  12.398640  \n",
       "467  83.266532  100.000000  12.372920  \n",
       "468        NaN    0.000000  12.752044  \n",
       "469  78.339412  100.000000  12.370062  \n",
       "470  83.266532  100.000000  12.394353  \n",
       "471  52.254657  100.000000  12.334817  \n",
       "472  69.354663  100.000000  12.358155  \n",
       "473  42.110585  100.000000  12.297191  \n",
       "474  97.178401  100.000000  12.394829  \n",
       "475  61.529236  100.000000  12.380064  \n",
       "476        NaN    0.000000  12.752044  \n",
       "\n",
       "[477 rows x 14 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#肺活量成绩\n",
    "x_capacity=scoring_criteria.iloc[:,1]\n",
    "score_capacity=scoring_criteria.iloc[:,2] \n",
    "fit_capacity=np.polyfit(score_capacity,x_capacity,1)\n",
    "result_capacity=score_18_f['男肺活量']\n",
    "fit_y_capacity = np.polyval(fit_capacity,result_capacity)\n",
    "fit_y_capacity =np.where(fit_y_capacity>100,100,fit_y_capacity)\n",
    "fit_y_capacity =np.where(fit_y_capacity<0,0,fit_y_capacity)\n",
    "score_18_f['肺活量成绩']=fit_y_capacity\n",
    "score_18_f"
   ]
  }
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